How to remove modifiers from multiple objects at once
As stated in the comments by Mr Zak and Robert Gützkow, you can select the objects you wish to remove all modifiers from, then select an object with no modifiers, hit CTRL+L, and link the modifiers. This will get rid of all of them on all of the objects.